{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图\n",
    "\n",
    "使用`scatter`方法绘制散点图, 和之前绘制折线图的唯一区别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n防止点重合到一起\\n'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname=r\"C:\\Windows\\Fonts\\STXINGKA.TTF\")\n",
    "\n",
    "y_3 = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22,\n",
    "       22, 23]\n",
    "y_10 = [26, 26, 28, 19, 21, 17, 16, 19, 18, 20, 20, 19, 22, 23, 17, 20, 21, 20, 22, 15, 11, 15, 5, 13, 17, 10, 11, 13,\n",
    "        12, 13, 6]\n",
    "\n",
    "x_3 = range(1, 32)\n",
    "x_10 = range(51, 82)\n",
    "'''\n",
    "防止点重合到一起\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8), dpi=80)  # 设置图片大小\n",
    "\n",
    "plt.scatter(x_3, y_3)\n",
    "plt.scatter(x_10, y_10)\n",
    "\n",
    "# 调整x轴的刻度\n",
    "_x = list(x_3) + list(x_10)  # 强制类型转换\n",
    "_x_tick_labels = [\"3月{}号\".format(i) for i in x_3]\n",
    "_x_tick_labels += [\"10月{}号\".format(i - 50) for i in x_10]\n",
    "plt.xticks(_x, _x_tick_labels, fontproperties=my_font, rotation=45)\n",
    "'''\n",
    "直接 `range(1,82)` 会产生81个点刻度\n",
    "_x 类似 stata 绘图中的刻度 tick\n",
    "_x_tick_labels 类似 stata 绘图中的标签 label\n",
    "'''\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "刻度和标签太过密集，使用取步长来解决问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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K6bosAOAgqjU5+1CyciaZOZrMHU92c1xyvY/ru/3eLvYD9N6ugr9Synsk+YEkH5JkLcn/TfJFtdbFUsrzkpxM8n5J3jW4/5duUr0AB9ry6lruO3Eqj6ysZWJ8LOsbm7ltZjIn778js9OTXZcHABwk588mD9yVnF9KxieSjfXk1vnk3geTW+f2/nF9t9/bxX6AA+Fahvp+d5IPqrW+OMmPD/6dJK9J8lCt9QOS/I0k319K0ZMQYI/VWnPfiVNZemwt6xs1axc3sr5Rs/TYWl5x4lRqrV2XCAAcFLW20Gjl4WTjYnLxQrtdeTh5/d2tfS8f13f7vV3sBzgwdhX81VrfWWv9ifr0WeVDSY4O/v4FSb5z8HO/muRtST5mrwsFOOhOL61meeWJbGxeeiC2sVlzdmUtp5dWO6oMADhwzj7UeorVJy+9vz6ZrC629r18XN/t93axH+DAuN7FPV6V5A2llMNJxmqtf7qtbTHJu/ULLqW8upSyvPXn8ccfv86nBjiYFs9dyKHxnedcmRgfy+K5C/tcEQBwYK2cacNDdzI20dr38nF9t9/bxX6AA+Oag79Sylcl+YAkXz246/I+wDueldZaX1trnd368+xnP/tanxrgQFs4MpX1jc0d29Y3NrNwZGqfKwIADqyZo21OuJ1srrf2vXxc3+33drEf4MC4puCvlPIVSe5K8um11rVa62OD+5+77cfmk5zduxIBSJJj89O5bWYy42OXXl8ZHyuZm5nMsfnpjioDAA6cueNtIYjLp3cvh5Lphda+l4/ru/3eLvYDHBi7Dv5KKa9O8vIkn1xrPb+t6YeSfMngZ16S5AVJrOoLsMdKKTl5/x2ZPzyZifGSyVvGMzFesnB4MidfeWdK2XkYMADAniulrf46c3syfksyMdVuDx9N7nmwte/l4/puv7eL/QAHRtnNKpCllNkkjyQ5k+Qdg7vfVWu9s5Ty/CQPJLk9ycUkX1xr/YWr/Z+zs7N1eXn5ugsHOKhqrTm9tJrFcxeycGQqx+anhX4AQDdqbQtBrJxpw0Pnju8uNLrex/Xdfm8X+wFGXinl0Vrr7BXbdxP83QyCPwAAAAC4flcL/q53VV8AAAAAYIgJ/gAAAACghwR/AAAAANBDgj8AAAAA6CHBHwAAAAD0kOAPAAAAAHpI8AcAAAAAPST4AwAAAIAeEvwBAAAAQA8d6roAANgrtdacXlrN4rkLWTgylWPz0ymldF0WAMOi1uTsQ8nKmWTmaDJ3POnb90Tff8e+/34Ae0zwB0AvLK+u5b4Tp/LIylomxseyvrGZ22Ymc/L+OzI7Pdl1eQB07fzZ5IG7kvNLyfhEsrGe3Dqf3Ptgcutc19Xtjb7/jn3//QBuAkN9ARh5tdbcd+JUlh5by/pGzdrFjaxv1Cw9tpZXnDiVWmvXJQLQpVpbYLTycLJxMbl4od2uPJy8/u7WPur6/jv2/fcDuEkEfwCMvNNLq1leeSIbm5ce9G9s1pxdWcvppdWOKgNgKJx9qPUSq09een99MlldbO2jru+/Y99/P4CbRPAHwMhbPHchh8Z3nt9nYnwsi+cu7HNFAAyVlTNtaOhOxiZa+6jr++/Y998P4CYR/AEw8haOTGV9Y3PHtvWNzSwcmdrnigAYKjNH23xwO9lcb+2jru+/Y99/P4CbRPAHwMg7Nj+d22YmMz52aa+/8bGSuZnJHJuf7qgyAIbC3PG2CES5bG3DciiZXmjto67vv2Pffz+Am0TwB8DIK6Xk5P13ZP7wZCbGSyZvGc/EeMnC4cmcfOWdKWXnYcAAHBCltJVfZ25Pxm9JJqba7eGjyT0PtvZR1/ffse+/H8BNUrpa6XB2drYuLy938twA9FOtNaeXVrN47kIWjkzl2Py00A+Ap9XaFoFYOdOGhs4d719g1Pffse+/H8A1KqU8WmudvWK74A8AAAAARs/Vgj9DfQEAAACghwR/AAAAANBDgj8AAAAA6CHBHwAAAAD0kOAPAAAAAHpI8AcAAAAAPST4AwAAAIAeEvwBAAAAQA8J/gAAAACghw51XQDAXqu15vTSahbPXcjCkakcm59OKaXrsgAAhletydmHkpUzyczRZO544vgJYOQJ/oBeWV5dy30nTuWRlbVMjI9lfWMzt81M5uT9d2R2erLr8gAAhs/5s8kDdyXnl5LxiWRjPbl1Prn3weTWua6rA+AGGOoL9EatNfedOJWlx9ayvlGzdnEj6xs1S4+t5RUnTqXW2nWJAADDpdYW+q08nGxcTC5eaLcrDyevv7u1AzCyBH9Ab5xeWs3yyhPZ2Lz0AHVjs+bsylpOL612VBkAwJA6+1Dr6VefvPT++mSyutjaARhZgj+gNxbPXcih8Z3nopkYH8viuQv7XBEAwJBbOdOG9+5kbKK1AzCyBH9Abywcmcr6xuaObesbm1k4MrXPFQEADLmZo21Ov51srrd2AEaW4A/ojWPz07ltZjLjY5f2+hsfK5mbmcyx+emOKgMAGFJzx9tCHuWydR/LoWR6obUDMLIEf0BvlFJy8v47Mn94MhPjJZO3jGdivGTh8GROvvLOlLLzMGAAgAOrlLZ678ztyfgtycRUuz18NLnnwdYOwMgqXa1yOTs7W5eXlzt5bqDfaq05vbSaxXMXsnBkKsfmp4V+AADPpNa2kMfKmTa8d+640A9gBJRSHq21zl6xXfAHAAAAAKPnasGfob4AAAAA0EOCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOHui6Aptaa00urWTx3IQtHpnJsfjqllK7Lgk71/X3R998PAA68WpOzDyUrZ5KZo8nc8cR3/cFg33OtvGa4SQR/Q2B5dS33nTiVR1bWMjE+lvWNzdw2M5mT99+R2enJrsuDTvT9fdH33w8ADrzzZ5MH7krOLyXjE8nGenLrfHLvg8mtc11Xx81k33OtvGa4iUqttZMnnp2drcvLy5089zCpteZlr/2FLD22lo3Np/fF+FjJwuHJ/MyrP04PIA6cvr8v+v77AcCBV2vyHS9JVh5O6pNP318OJYePJl9ySk+evrLvuVZeM9ygUsqjtdbZK7Wb469jp5dWs7zyxCUn/0mysVlzdmUtp5dWO6oMutP390Xffz8AOPDOPtR67mw/iU/av1cXWzv9ZN9zrbxmuMkEfx1bPHchh8Z3Tu8nxseyeO7CPlcE3ev7+6Lvvx8AHHgrZ9pwvZ2MTbR2+sm+51p5zXCTCf46tnBkKusbmzu2rW9sZuHI1D5XBN3r+/ui778fABx4M0fbHF072Vxv7fSTfc+18prhJhP8dezY/HRum5nM+NilvX/Gx0rmZiZzbH66o8qgO31/X/T99wOAA2/ueJuYv1y2lmI5lEwvtHb6yb7nWnnNcJMJ/jpWSsnJ++/I/OHJTIyXTN4ynonxNsH/yVfeaYJ/DqS+vy/6/vsBwIFXSluNc+b2ZPyWZGKq3R4+mtzzoIn6+8y+51p5zXCTWdV3SNRac3ppNYvnLmThyFSOzU87+efA6/v7ou+/HwAceLW2iflXzrThenPHncQfFPY918prhut0tVV9BX8AAAAAMIKuFvwZ6gsAAAAAPST4AwAAAIAeEvwBAAAAQA8J/gAAAACghwR/AAAAANBDgj8AAAAA6CHBHwAAAAD0kOAPAAAAAHpI8AcAAAAAPXSo6wK4cbXWnF5azeK5C1k4MpVj89MppXRdFhwY3oMAwJ6qNTn7ULJyJpk5mswdTxxbAHAdBH8jbnl1LfedOJVHVtYyMT6W9Y3N3DYzmZP335HZ6cmuy4Pe8x4EAPbU+bPJA3cl55eS8YlkYz25dT6598Hk1rmuqwNgxBjqO8JqrbnvxKksPbaW9Y2atYsbWd+oWXpsLa84cSq11q5LhF7zHgQA9lStLfRbeTjZuJhcvNBuVx5OXn93aweAayD4G2Gnl1azvPJENjYvPQDY2Kw5u7KW00urHVUGB4P3IACwp84+1Hr61Scvvb8+mawutnYAuAaCvxG2eO5CDo3vPNfHxPhYFs9d2OeK4GDxHgQA9tTKmTa8dydjE60dAK6B4G+ELRyZyvrG5o5t6xubWTgytc8VwcHiPQgA7KmZo21Ov51srrd2ALgGgr8Rdmx+OrfNTGZ87NIeR+NjJXMzkzk2P91RZXAweA8CAHtq7nhbyKNctgZjOZRML7R2ALgGgr8RVkrJyfvvyPzhyUyMl0zeMp6J8ZKFw5M5+co7U8rOQxCBveE9CADsqVLa6r0ztyfjtyQTU+328NHkngdbOwBcg9LVqpOzs7N1eXm5k+fum1prTi+tZvHchSwcmcqx+WmBA+wj70EAYE/V2hbyWDnThvfOHRf6AbCjUsqjtdbZK7YL/gAAAABg9Fwt+DPUFwAAAAB6SPAHAAAAAD0k+AMAAACAHhL8AQAAAEAPCf4AAAAAoIcEfwAAAADQQ4I/AAAAAOghwR8AAAAA9JDgDwAAAAB66FDXBQCjo9aa00urWTx3IQtHpnJsfjqllK7L4ia73v1+I68XrzUAgJ6qNTn7ULJyJpk5mswdT27mcd5+Px8MmV0Ff6WUb0vy2Unmk3x4rfXNg/t/PslckrcPfvT7aq3/6ibUCXRseXUt9504lUdW1jIxPpb1jc3cNjOZk/ffkdnpya7L4ya53v1+I68XrzUAgJ46fzZ54K7k/FIyPpFsrCe3zif3PpjcOjf6zwdDaLdDff9Lko9JsrRD26tqrS8e/BH6QQ/VWnPfiVNZemwt6xs1axc3sr5Rs/TYWl5x4lRqrV2XyE1wvfv9Rl4vXmsAAD1VawvhVh5ONi4mFy+025WHk9ff3dpH+flgSO0q+Ku1vrHWunyziwGG0+ml1SyvPJGNzUu/HDc2a86urOX00mpHlXEzXe9+v5HXi9caAEBPnX2o9byrT156f30yWV1s7aP8fDCk9mJxj39ZSvntUsoPllKOXumHSimvLqUsb/15/PHH9+Cpgf2weO5CDo3vPA/GxPhYFs9d2OeK2A/Xu99v5PXitQYA0FMrZ9pw252MTbT2UX4+GFI3GvzdW2v94CQvTPKLSX78Sj9Ya31trXV268+zn/3sG3xqYL8sHJnK+sbmjm3rG5tZODK1zxWxH653v9/I68VrDQCgp2aOtjn2drK53tpH+flgSN1Q8FdrfWRwW2ut35HkaCnl8J5UBgyNY/PTuW1mMuNjl/bEGh8rmZuZzLH56Y4q42a63v1+I68XrzUAgJ6aO94W1iiXrTFaDiXTC619lJ8PhtR1B3+llEOllOdv+/fdSd5Wa31sTyoDhkYpJSfvvyPzhyczMV4yect4JsZLFg5P5uQr70wpOw/NZLRd736/kdeL1xoAQE+V0lbTnbk9Gb8lmZhqt4ePJvc82NpH+flgSJXdrJBYSvnOJJ+T5AVJziV5PMmLkvxCkmcl2Rzc/+pa62/u5olnZ2fr8rL1QmCU1Fpzemk1i+cuZOHIVI7NTwtiDoDr3e838nrxWgMA6Kla28IaK2facNu54zc3hNvv54N9Vkp5tNY6e8X23QR/N4PgDwAAAACu39WCv71Y1RcAAAAAGDKCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADooUNdFwD0X601p5dWs3juQhaOTOXY/HRKKV2XdeDYDwAAAAeL4A+4qZZX13LfiVN5ZGUtE+NjWd/YzG0zkzl5/x2ZnZ7surwDw34AAAA4eAz1BW6aWmvuO3EqS4+tZX2jZu3iRtY3apYeW8srTpxKrbXrEg8E+wEAAOBgEvwBN83ppdUsrzyRjc1Lg6WNzZqzK2s5vbTaUWUHi/0AAABwMAn+gJtm8dyFHBrfeQ65ifGxLJ67sM8VHUz2AwAAwMEk+ANumoUjU1nf2NyxbX1jMwtHpva5ooPJfgAAADiYBH/ATXNsfjq3zUxmfOzS3mbjYyVzM5M5Nj/dUWUHi/0AAABwMAn+gJumlJKT99+R+cOTmRgvmbxlPBPjJQuHJ3PylXemlJ2Hn7K37AcAAICDqXS1muPs7GxdXl7u5LmB/VVrzeml1Syeu5CFI1M5Nj8tbOqA/QAAANAvpZRHa62zV2wX/AEAAADA6Lla8GeoLwAAAAD0kOAPAAAAAHpI8AcAAAAAPST4AwAAAIAeEvwBAAAAQA8J/gAAAACghwR/AAAAANBDgj8AAAAA6CHBHwAAAAD00KGuCwAAAADohVqTsw8lK2eSmaPJ3PGklK6r2jtd/H5936Y3meAPAAAA4EadP5s8cFdyfikZn0g21pNb55N7H0xuneu6uhvXxe/X9226Dwz1BQAAALgRtbaAauXhZONicvFCu115OHn93a19lHXx+/V9m+4TwR8AAADAjTj7UOuVVp+89P76ZLK62NpHWRe/X9+36T4R/AEAAADciJUzbSjqTsYmWvso6+L36/s23SeCPwAAAIAbMXO0zT+3k8311j7Kuvj9+r5N94ngDwAAAOBGzB1vi06Uy9ZQLYeS6YXWPsq6+P36vk33ieAPAAAA4EaU0laanbk9Gb8lmZhqt4ePJvc82NpHWRe/X9+36T4ptaNVUGZnZ+vy8nInzw0AAACw52pti06snGlDUeeO9yug6uL36/s2vUGllEdrrbNXbBf8AQAAAMDouVrwZ6gvAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADoIcEfAAAAAPTQoa4LYPTUWnN6aTWL5y5k4chUjs1Pp5TSm+frO9sTAACAfVVrcvahZOVMMnM0mTueOA/dF4I/rsny6lruO3Eqj6ysZWJ8LOsbm7ltZjIn778js9OTI/98fWd7AgAAsK/On00euCs5v5SMTyQb68mt88m9Dya3znVdXe8Z6suu1Vpz34lTWXpsLesbNWsXN7K+UbP02FpeceJUaq0j/Xx9Z3sCAACwr2ptod/Kw8nGxeTihXa78nDy+rtbOzeV4I9dO720muWVJ7Kxeekbc2Oz5uzKWk4vrY708/Wd7QkAAMC+OvtQ6+lXn7z0/vpksrrY2rmpBH/s2uK5Czk0vvMY/InxsSyeuzDSz9d3ticAAAD7auVMG967k7GJ1s5NJfhj1xaOTGV9Y3PHtvWNzSwcmRrp5+s72xMAAIB9NXO0zem3k8311s5NJfhj147NT+e2mcmMj13aa2x8rGRuZjLH5qdH+vn6zvYEAABgX80dbwt5lMvWli2HkumF1s5NJfhj10opOXn/HZk/PJmJ8ZLJW8YzMV6ycHgyJ195Z8oeL8W938/Xd7YnAAAA+6qUtnrvzO3J+C3JxFS7PXw0uefB1s5NVbpayXN2drYuLy938tzcmFprTi+tZvHchSwcmcqx+embGhrt9/P1ne0JAADAvqq1LeSxcqYN7507LvTbI6WUR2uts1dsF/wBAAAAwOi5WvBnqC8AAAAA9JDgDwAAAAB6SPAHAAAAAD0k+AMAAACAHhL8AQAAAEAPCf4AAAAAoIcEfwAAAADQQ4I/AAAAAOghwR8AAAAA9NChrgvom1prTi+tZvHchSwcmcqx+emUUroua0f7XesobRsAAACGSK3J2YeSlTPJzNFk7njifPL62Z4HhuBvDy2vruW+E6fyyMpaJsbHsr6xmdtmJnPy/jsyOz3ZdXmX2O9aR2nbAAAAMETOn00euCs5v5SMTyQb68mt88m9Dya3znVd3eixPQ8UQ333SK019504laXH1rK+UbN2cSPrGzVLj63lFSdOpdbadYlP2e9aR2nbAAAAMERqbSHVysPJxsXk4oV2u/Jw8vq7Wzu7Z3seOIK/PXJ6aTXLK09kY/PSN8nGZs3ZlbWcXlrtqLJ3t9+1jtK2AQAAYIicfaj1TKtPXnp/fTJZXWzt7J7teeAI/vbI4rkLOTS+83j4ifGxLJ67sM8VXdl+1zpK2wYAAIAhsnKmDUfdydhEa2f3bM8DR/C3RxaOTGV9Y3PHtvWNzSwcmdrniq5sv2sdpW0DAADAEJk52uag28nmemtn92zPA0fwt0eOzU/ntpnJjI9d2rNtfKxkbmYyx+anO6rs3e13raO0bQAAABgic8fbwhPlsrVJy6FkeqG1s3u254Ej+NsjpZScvP+OzB+ezMR4yeQt45kYL1k4PJmTr7wzZYiWxd7vWkdp2wAAADBESmmrzc7cnozfkkxMtdvDR5N7Hmzt7J7teeCUrlZUnZ2drcvLy508981Ua83ppdUsnruQhSNTOTY/PbTB1n7XOkrbBgAAgCFSa1t4YuVMG446d1xIdSNsz94opTxaa529YrvgDwAAAABGz9WCP0N9AQAAAKCHBH8AAAAA0EOCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHDnVdAAAAAADXodbk7EPJyplk5mgydzwppeuqGCK7Cv5KKd+W5LOTzCf58Frrmwf3Py/JySTvl+RdSb6o1vpLN6lWAAAAAJLk/NnkgbuS80vJ+ESysZ7cOp/c+2By61zX1TEkdjvU978k+ZgkS5fd/5okD9VaPyDJ30jy/aUUvQgBAAAAbpZaW+i38nCycTG5eKHdrjycvP7u1g7ZZfBXa31jrXV5h6YvSPKdg5/51SRvSwsIAQAAALgZzj7UevrVJy+9vz6ZrC62dsgNLO5RSjmcZKzW+qfb7l5MsmN/0lLKq0spy1t/Hn/88et9agAAAICDa+VMG967k7GJ1g658VV9L+87esUZJGutr621zm79efazn32DTw0AAABwAM0cbXP67WRzvbVDbiD4q7U+liSllOduu3s+ydkbLQoAAACAK5g73hbyuHyZhXIomV5o7ZAb7/H3Q0m+JElKKS9J8oIkVvUFAAAAuFlKaav3ztyejN+STEy128NHk3sebO2QpNRdrPRSSvnOJJ+TFuydS/J4rfX9SynPT/JAktuTXEzyxbXWX9jNE8/Oztbl5Z3WCwEAAADgqmptC3msnGnDe+eOC/0OmFLKo7XW2Su27yb4uxkEfwAAAABw/a4W/N3oUF8AAAAAYAgJ/gAAAACghwR/AAAAANBDgj8AAAAA6CHBHwAAAAD0kOAPAAAAAHpI8AcAAAAAPST4AwAAAIAeEvwBAAAAQA8d6roA4PrUWnN6aTWL5y5k4chUjs1Pp5TSdVkAAADAkBD8wQhaXl3LfSdO5ZGVtUyMj2V9YzO3zUzm5P13ZHZ6suvyAAAAgCFgqC+MmFpr7jtxKkuPrWV9o2bt4kbWN2qWHlvLK06cSq216xIBAACAISD4gxFzemk1yytPZGPz0oBvY7Pm7MpaTi+tdlQZAAAAMEwEfzBiFs9dyKHxnefymxgfy+K5C/tcEQAAADCMBH8wYhaOTGV9Y3PHtvWNzSwcmdrnigAAAIBhJPiDEXNsfjq3zUxmfOzSXn/jYyVzM5M5Nj/dUWUAAADAMBH8wYgppeTk/Xdk/vBkJsZLJm8Zz8R4ycLhyZx85Z0pZedhwAAAAMDBUrpaAXR2drYuLy938tzQB7XWnF5azeK5C1k4MpVj89NCPwAAADhASimP1lpnr9R+aD+LAfZOKSUvWZjJSxZmui4FAAAAGEKG+gIAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADx3qugA46GqtOb20msVzF7JwZCrH5qdTSum6LAAAAGDECf6gQ8ura7nvxKk8srKWifGxrG9s5raZyZy8/47MTk92XR4AAAAwwgz1hY7UWnPfiVNZemwt6xs1axc3sr5Rs/TYWl5x4lRqrV2XCAAAAIwwwR905PTSapZXnsjG5qUB38ZmzdmVtZxeWu2oMgAAAKAPBH/QkcVzF3JofOe5/CbGx7J47sI+VwQAAAD0ieAPOrJwZCrrG5s7tq1vbGbhyNQ+VwQAAAD0ieAPOnJsfjq3zUxmfOzSXn/jYyVzM5M5Nj/dUWUAAABAHwj+oCOllJy8/47MH57MxHjJ5C3jmRgvWTg8mZOvvDOl7DwMGAAAAGA3Slcrh87Oztbl5eVOnhuGSa01p5dWs3juQhaOTOXY/LTQDwAAALiqUsqjtdbZK7Uf2s9igHdXSslLFmbykoWZrksBAAAAesRQXwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADooUNdFwB9UWvN6aXVLJ67kIUjUzk2P51SStdlAQAAAAeU4A/2wPLqWu47cSqPrKxlYnws6xubuW1mMifvvyOz05NdlwcAAAAcQIb6wg2qtea+E6ey9Nha1jdq1i5uZH2jZumxtbzixKnUWrsuEQAAADiABH9wg04vrWZ55YlsbF4a8G1s1pxdWcvppdWOKgMAAAAOMsEf3KDFcxdyaHznufwmxseyeO7CPlcEAAAAIPiDG7ZwZCrrG5s7tq1vbGbhyNQ+VwQAAAAg+IMbdmx+OrfNTGZ87NJef+NjJXMzkzk2P91RZQAAAMBBJviDG1RKycn778j84clMjJdM3jKeifGShcOTOfnKO1PKzsOAAQAAAG6m0tWKo7Ozs3V5ebmT54abodaa00urWTx3IQtHpnJsflroBwAAANw0pZRHa62zV2o/tJ/FQJ+VUvKShZm8ZGGm61IAAAAADPUFAAAAgD4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB461HUBcLPUWnN6aTWL5y5k4chUjs1Pp5Ry0x4HAAAADIlak7MPJStnkpmjydzx5ACe2wv+6KXl1bXcd+JUHllZy8T4WNY3NnPbzGRO3n9HZqcn9/xxAAAAwJA4fzZ54K7k/FIyPpFsrCe3zif3PpjcOtd1dfvKUF96p9aa+06cytJja1nfqFm7uJH1jZqlx9byihOnUmvd08cBAAAAQ6LWFvqtPJxsXEwuXmi3Kw8nr7+7tR8ggj965/TSapZXnsjG5qVv5o3NmrMrazm9tLqnjwMAAACGxNmHWk+/+uSl99cnk9XF1n6ACP7oncVzF3JofOdx+xPjY1k8d2FPHwcAAAAMiZUzbXjvTsYmWvsBIvijdxaOTGV9Y3PHtvWNzSwcmdrTxwEAAABDYuZom9NvJ5vrrf0AEfzRO8fmp3PbzGTGxy7tvTc+VjI3M5lj89N7+jgAAABgSMwdbwt5lMvWsy2HkumF1n6ACP7onVJKTt5/R+YPT2ZivGTylvFMjJcsHJ7MyVfemXKF5buv93EAAADAkCilrd47c3syfksyMdVuDx9N7nmwtR8gpauVSmdnZ+vy8nInz83BUGvN6aXVLJ67kIUjUzk2P72r8O56HwcAAAAMiVrbQh4rZ9rw3rnjvQz9SimP1lpnr9gu+AMAAACA0XO14M9QXwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPgDAAAAgB4S/AEAAABADwn+AAAAAKCHBH8AAAAA0EOCPwAAAADooUNdFwAAAAAwVGpNzj6UrJxJZo4mc8eTUrquCq7ZngR/pZTFJO8c/EmSb6q1/uBe/N8AAAAA++b82eSBu5LzS8n4RLKxntw6n9z7YHLrXNfVwTXZyx5/n19rffMe/n8AAAAA+6fWFvqtPJzUJ5ONi+3+lYeT19+dfMkpPf8YKeb4AwAAAEja8N7zSy30264+mawutnYYIXsZ/H1/KeW3SynfW0p57uWNpZRXl1KWt/48/vjje/jUAAAAADdo5Uwb3ruTsYnWDiNkr4K/l9ZaX5TkLyR5LMn3Xf4DtdbX1lpnt/48+9nP3qOnBgAAANgDM0fbnH472Vxv7TBC9iT4q7WeHdyuJ/nXST52L/5fAAAAgH0zd7wt5FEuWxKhHEqmF1o7jJAbDv5KKVOllFu33fXyJG+60f8XAAAAYF+V0lbvnbk9Gb8lmZhqt4ePJvc8aGEPRs5erOr7/CQ/XEoZT1KSnEly3x78vwAAAAD769a55Et/tS3ksXKmDe+dOy70YySVWmsnTzw7O1uXl5c7eW4AAAAAGHWllEdrrbNXat/LVX0BAAAAgCEh+AMAAACAHhL8AQAAAEAPCf4AAAAAoIcEfwAAAADQQ4I/AAAAAOghwR8AAAAA9JDgDwAAAAB6SPAHAAAAAD0k+AMAAACAHhL8AQAAAEAPCf4AAAAAoIcEfwAAAADQQ4I/AAAAAOghwR8AAAAA9JDgDwAAAAB6qNRau3niUt6V5E87efL98ewkj3ddxC6NSq3q3FujUmcyOrWqc++NSq3qBOjGqHyujUqdyejUqs69NSp1JqNTqzr33ijVup+eW2t91pUaOwv++q6Uslxrne26jt0YlVrVubdGpc5kdGpV594blVrVCdCNUflcG5U6k9GpVZ17a1TqTEanVnXuvVGqdZgY6gsAAAAAPST4AwAAAIAeEvzdPK/tuoBrMCq1qnNvjUqdyejUqs69Nyq1qhOgG6PyuTYqdSajU6s699ao1JmMTq3q3HujVOvQMMcfAAAAAPSQHn8AAAAA0EOCPwAAAADoIcEfAAAAAPSQ4A8AAAAAekjwBwAAAAA9JPjjikopXh8MvVF4nZZSStc17FYp5VDXNVyLUdj/AAAAXXHCtE9KKdOllPGu69iNUsqHJkmtdbPrWp5JKeXOrmvYrVLK3y6lfGwp5Zaua7maUsrhwe1Qh1WllJeWUsoIvE5fneTlpZTprmu5mlLKNyZ5XSnlvQf/flbHJe2olPKPSylfkwz351Qp5etKKd+2FaYO83fAqLzvAXarlDLRdQ27UUpZKKW8R9d1XItR+q4YlQuEtuneG/Y6R+lieyllsusauDFD/Wboi1LKtyT5kSQfPfj3n+u2oisrpbwmyc+WUr5+8O/JYTwYKaX80yQ/U0r5zsG/36uU8pyOy9pRKeWeJF+f5DXtn+W5pZQXdlvVzkop35zk50opH1drraWUQ8N4IDJ4ff6XJD80+PdzhnH/l1I+O8kXJXllks1SygtKKXcO44FIKeVFSV6Q5GOTfFop5fmD2w/rtrJLlVI+NcmnJvmbpZQXl1KOllL+YilltuvatiulfHSSFyX5/CSfUkq5LclLSynv321l725U3vcAu1VK+aYk31JKOTr491CGgIMLbj+b5K7Bv2e6rejKSil/tZTyiUlSa61d1/NMSilfXEr5O8nQXyD87FLKRyUjsU3vKaV8bjL023RU9v0/S/IPtj6jhtkgH3hNKeVY17VcTSnl00op813XMYyG7uSzbwYnextJnpV28nc4yV2llJd2W9m7GwSS55J8b5LpUspcki9M8hmllGd3Wtw2g4O3M2lh2pFSygelnVzfNYzhT5I3J/myJO+R5FOSfHKSzxu2D6XBa/VZSf5PkheWUm5P8rlJPm6YeioNro4tJfnGJBuD7fiFST6rlHKk0+Le3e8m+YYkz0/yeUk+Li20Gqp9P/BYWpD6f5JMJfmwJO+TZGj2/cAjSf5jkseTzCY5luR4kvfssqgd/N8k35fk4STTSV6c5IOTDFWv31F53wPsVinlLyb5oCSfnfa5dmvaMcKwXSB6TpK3JfmNtGPt90k7PvyCTgvbwSBI+Zokry2lvEcpZb6U8t6llGH77k0p5S8n+RtJvriU8vxSyvuXUj5wq2f7sCilfGmSb0vyxYN/Hy1thNjQnZ+XUv5Gkq9K26Zjg236PqWUqa5r226E9v3HJvmkJJ+T5D1LKTOllM8Yxs5BpZSPSLuQfTTJLYPX6F2llNuG7SJxKeXL0zqGfO3g3y8opTyv26qGx9B9sPTQWpI3JllOUpN8QNpJ1oVk6Lp1byT507SQYuvPeJLfqrU+3mVhl3nPJCVtW9a0kGIjyRtrrX/WZWGXK6W8V5IPSQv8ltK278UkP1RrXeqyth1cSPKmJM9OMjf489wky7XWjS4Lu8x4ks0ktyWZTDKTtk1P1VrPdVnYdoN9/+FJPj0t/D2TZD3JG2qtD3dZ2+UGn0N3pgWoU2mvhdkkjyZZHJYAqLSh8h+Y5NPStuk70z4DfqvW+oeDn+n0e600h5L8xbQLEn+W5Im099Uf1lp/d+vnuqvyEqPyvgfYrUeT/Lskf5jk/dIuEN2e5HnJUH3+jqcdGzyRdrHo+WnHCX/QZVFX8EdJvivJRNrx16cm+awkQxWoDLwlyYkkz0kLgD8q7Th8aDoxDPx+ktcl+ejB6IpPSXJP2sXCYfP7aRddPyztQuYnJrk7yXt1WNNORmXf/1GSbx38/TPTRgV+RNqx9zB9RiXJYpKTadv0c5PckXYOPjUYJTJMtf5OWsegF5VSXpLkM5LcX0q5dcjq7ITg7yYavMCOJfnLaT09nkj7sHwiydtLKc8Zlm7dgxP790276nR7kneknbiOp31wbv3cMLxm3ittm75fWi+6l6UdLB0rpbxvMjR1Ji34PZwWUB1L8uVpocUXlFJeXUp5z2H4IBoEKu+X5FVp+/6xtNfDalqoOhTbdPA6nUkbEvPStADw09O28SduDZEZhlrTApWxwe3L0q6U/9Ukn19K+fZhugI1+Bz632m9vt6V5J+kfbl/RpL/lMGB/RC8VmvawdJs2ufUt6T1pPxrpZQfS4ZiWMdErfXJJL+eFkg/J8k3pdX5+aWUn0zaNu96e47K+x5gtwajQj42yV9JO1744yTvneS30kK2YRpSudUr8cVpx4kvSwt93qOU8n4d1nWJwXfFc9JO9t+cdoHw7Ul+tda6PPiZro8PkiSDHojvmxak/HxakLqWVuvS4Gc6/14bjKR6VtrFtp9JO15cSevE8NjgZ4Zlm06lvZc+NMlPD+5eTfLLtdY/HvzMMGzTUdr3x9MuDr89ye+ldWr5uSRnk+H5jBrUekeSe9NG2rwp7bPgdNprYJhqnU6r7YOT/Hba/n9Hkv9aaz0/LHV2qdgGN9fgDfPxaSf8L027YvKHaSeur621/s9SyliXJ6ullPestT4x+PsHp81Hdm/aF9J3Df7+YK31VR3VVwYnyc9N8me11ouD4Wh/KclXpgWB35YWAP1OrfXeLurcXutl942nHXR+T5I/n+S/Jnlr2tXSzxmm3pSllL+VdmXsZWm9E9+QFgp8bq31JzqqaadtOpHk76UF1bNJviPtStl4rfXj973IvNvr9O211ncNDjDGkjyQZCHtxOOX0wK1r661/tFOv98+1vpBaZ9HY7XWJwcH91+U9to8kva59b1Jfr3W+g/2s8bL6vzAJEu11ncN7n9+WpD6orQv9r+T1rX/39Ra/+N+17mt3o9M8jFpn+0bg16fr047CX3PJC9P8mNpPX7/eVd1Xm4Y3/cA16u0OWtfmnY8eyitF9CfpH0O/7Na6x90+d172X13pB3P/u20kSGnkrx/kv9Ua32glDLede/rwYXKv5R2EesP00Yx/XHahcKlWut3dVjeJUob1v2hSf5DWlBxIW3KjdUk71VrfWV31T2ttOmUPjPJP0qbZul30ur9gySbtdbv6LC8SwyGyb40yb9K245bI5iWk9xSa/3qDst7yqjs+yQppXx8Wm/Ev5+2Pc+lvbdmknxjrfX3Oqztks+pQTbwsWnDZ9+eNpLlV9N6f/6zWusvdFLoZUopL0jrYHNn2sWJX07yZFqw+liSHz3o4V/nqXcflVJeOAj8Umt9vNb642mLe/xE2hW9b0/rWfO3Bj/TZej3F5N8Yynl9lLKocEHzY+nvXHemOQ/p53I3lY6mnx0cOL/skEtHzw4CHo4yS+lBT8/lzYx8sck+aDBQVQnBrV+ainla0opH1ZKmR4csJ1PC1B+KMlGrfVb0r6QvqaLOreuIpZS5gYhapKk1vo9acHEN6d9Cf3LtCDor5WO5p3Y2v+llK8b1DxZa11Pu0L6j9J6pP1C2lwZbysdTTw7qPMvpV0N/fOllJlt7+2fGvyZqrV+X1pPsP9n63Ed1frJg5q+IS2YTq31YtocdN+V5I9rrW9J+6I/WjpYzWtQ5ycN6pndet3WWt+WdnD8uiTna61/lHagd/uV/q+brZTyMUlem+TI1klarfXtaQec35HkTwZXnL8ug6EcXSmlfHgp5S9s/XsY3/cAu7HteOapXvS11t9M+9z9gbSA4lDaxdfnpR0rdPnd+ymllE/c9n12Ksn/TPueG0sbUveDSb50cLyz76Hftm1666DGP6m1nkjyBWmjlv5i2nHD76fNpdbZImDban3uoNbztdb/lTa65g/SRi7NJPnRtGOzT+m4zucN6jw7CEzvThvN8CFpYcWzktwxDKNCSls47cNqrY/VWn8k7aLwn6S9j/5cWlD14lLKh3dc5/OT4d33W0opLyqlfGaS1Fp/vtb6jWkdA96Rduz102k1v3eHNW5dcP/EUsrfG9T6e7XW706bPuF0WlD5X9LCv62RdvveO/Xy56y1/t8k/2/aufVkWrC+keQjk3zGQQ/9EsHfnhv07vratB4T270wLVB7NO3qw3cnmS8dLfCwravzB6bN5/TSwfC0pPXwm0wbbvCOtA/456aj+RFKW0Hsnyb5C0nu3HYQ9OVp84y8M21ulPdJ++DsbOW2wUHS16Tt4w9I63KctPkmPiXJbyZ5fWmLUPyftAPS/a5x60P909Jeh/+2XLrK8IvTFlCYTOtN9dYkt6YNq91X2z7U/2YG26rWuja47yvSFsmYSqv3Q9K+gN5nn8tM8tScfl+U1rPgZYM/SfJv0w5Cfj5thcHnpF19OtvFF2WSlDbB+avSeh6+V1pPg5RSviHJX0/7Mv/qwQWMl6ZdOe1i/39A2mTSf6fW+patL+1Syv+b9oX+xiT/ahBKvl+S20ubX28/ayyDg84vTet5+JPb2l6T1svvdJJ/Xp4eMnHroHflviulPCvJ/Um+sly6euSLMyTve4Dd2HY880lJfrSU8g+2LlYMvi8eT/KdSdYHAdu/T/JXB9/X+13rWGlDEb86ybMuOwn9vLTjgt9JO0/4ybTj705WgR9s089McuKyUOe300LJH0zyR4Me9r+QDi+6bdv/3zM4htnyaFqPnzekjRb6hST/K+28Z99t68TwNaWUI9vOw5bTLmL+dlpYdTIt+PmILurcUtoIhtelTVO05a1p2/OX0np8/khax4YP3efynjI4j/6mUspnb7t7qPb94Djx2Um+JG2qpz+/rfmP0kK0w4MRFr+f5Gu7OEbc9nn6cWmdVf7hZTnFetq+n6u1/mLaufeXl1KmOryQ8tJSyucOOrLcUmv907Th0t+Q9p76w7RelR9dSvm8/a5x2Aj+9tgglPqpJM8Z9KhJKeVVaXON/ExaWLWZdsXxN9Pmc+iizq2TuU9KexN/YCnlvQYf9B9ca/3eJC8b9KR5ftrVktX9rrOU8uK0HjJfmna1dnNw/4emnej/2yRfWNuE+e+fp8PVrkykBZE/PPj71nC+pSRfU2v9/lrrm9ICyx9O+7DfV9s+1P9JWsj742kn+yml3Jfk02qt/yltGPJK2gHIw2kBWxe1lrTg/JGt+0vrdj6T5NtrrX+l1vobaa/T70pbHa8Lz0kLdd6Q5AVpV3GTtu+/rNb6C7XW30rr7fWGJP9hP78oLwsZx/L0FcbZtAOPpG2/z6u1vq3W+jtpvST+dZK/W2t9Zwd1rqQNLbmtlPKfSymfPgjN3zio6Y9qrb+UFvb+qySv2nYBY1/qHOzDP0k7WPuQJJ9bnl4M5YeS3FtrfaTWejotZP3WtCDz4n7Uub3WwQnxetocTe+fwXt62N73ALsxOEb4hLQLrn8/bb60+SQppXxrkvvS5lv9ytLmfzqadjK4tvP/eFNr3Uwbdvb8tAt/71lKedbg4vZfSjse/AdpgcpnDOp+637XmTzVg+ob00KpL9jWU+qb00Ke30nyM4NtelvafGWdGFy4/idpU/8cLaXcOWj61rShlD+V5HtLKe+Rdpz2IaWDBctKW2jgnyX53lrruW3nYd+QdtH6F9LOE9+edkzxQR1eHP7AtIuu35B2rrrlm9OOc34m7fVa044pPqx0MHfe4DkvpJ0PbB/tNVT7fnCcuJn2uXMmgwVRSimvTZtP+xeTfMXg/fRnacP9972n77Zw+hvTOtz8blqwm1LKV6d9Lv1YkntLm/fx8bTeyp1cIC6lLKSdtxxOu3i9deH/NWmf9aeTPDS4/1e2tR9Y5vi7CUop75P24f4ntdavGtx3tNZ6ZvAhPp72YTm+nyd/OymlvD6th+IPp70p/r+0FTLfPvhwHEur911dpPmljdf/87XWny+l/Me0iWS/Z7Adb6ltHrWtD/HOtmdp88m8ZfDPH6u1fuLg/u9I8i211rODf4/VWje3rqp0VGtJu+L8eFro9x1JvmCwz5+TZLLW+seD7frstA/0d9Y2vHY/63xhkjO11sdLKT+X5MG0MO1X0gLVJwf7f2ubHtqv0OeyOrf2/Yenddm/Iy3o/6Ra693bfq6zfb6thk9Nq+8n0hbG+Mm018Jnps2PORSrYg/qvDNtPszXps03+NfSelT+XK31hzss7ymDOj8y7fPzc9MO3u9KOwn9tVrrr3VXXbPtCu6npQX9F9OG8v6jtPfQ3xx8Z23UWt/W9fseYLdK6+393Wnfaf8j7QLx/bXWlcGF47Va6x8MfvbWtJPpQ7XWfb+QPajhuWm9/78ibUXcs7XW15RS3qfW+tYymM+v6+OF0ub//e+DOl+a1nvqR9K+2769tuk2Uko5nnYy/Ydb93VQ6+ekDUH9e2k95j4vbUTN30jy3+rTi4+8KO3c66211nMd1PlpaSHVRtrxzRvTAtR/l3bR8u2Dn/vUDOYnGwxd3HelDd3+/LQLv59Wa/2BUsp7p/VY+9db26+U8rFp54i/W2v9k32u8eMzeA+lhVP/YvDv30vyiiRvqLW+dfCzne37QW+4C6WUz0hbCflX0o4bX5fWA/H0tnPE2bRjr40u3k+l9YT+zLTA/zfTFvJ4ca31HYNA8A9qrY8MfvZ5g1o3BxeL992g5+TX1VpfXkr5yrQLK/8mLfD9zK0OC4MLF89L8ot1sMjLQaXH3w0qpRwt2+ZAGnxZvzVtaOdfHlzhSa31qZXEaq1P1lo3hiD0e26S969tvrzzSV5Qa/2lrS+fQY3rtdZ3dhT6jQ2+9H55cNdm2ofm1nZ817Y6O9uegxPlr0nrFbme5JZtV0efkzYhapKne1p2GPq9MO2A4vfSenndnTbh6aeUUr621vpndbBC12Cb/lmt9R0dhH5bQ+Z/fHDXs9J6ff6HtFXwPnnb/t/apl2Eflv7/r+k9Y5aGfz98bQ56Ra2fnYIQr+PydPzXnxi2pW7n0q7IraW5IcGB0ed2lbne6QNk/2WJF9Za31z2rCCl5WBDsvcXuctST671voNaXOO/nTa58CnDsrs9Ht2EPp9UlrA+w1pJ0RvTeuN+PzBQelb03oYdPq+B7gWtU398ca085kvTVtA6+5SygfVWn9jK/Qb/Oz5wefavoZ+W98Bg9ua9t32dWnfZ88tpTxnK6CoT88P23WvjDvy9HDJJ9O+496Z5JsGF4i2erw/NDhv6CKk+NBBGPHWtB7qr0i7aPW2tODk39dal7fV+pu11t/qIPj50MF38MNpC6b987Tw5+vTRod8cX26s0VqrT9da32wi9CvlPIhg+BxKckXpg3p/sJSygsG5wb/otZ6bus1XWv9xdrmqtvv0O8j03p1/UTaCq4/lhZUf9DgdXpyEKR3ve8/Lsk/HbxOb0mbH/NP06Zb+eu11gezbTRTrXW51vrWjt5PH5d2nHi4tmG8Ne3cYH6QbfzsVug3qPVPauu5um+h39b+LIM5HfP0nJhJ68TywrTPq8+qtb5zW8egn6m1vv6gh36J4O+GlFL+Q9pJ/t8urXvu9qGJ/yfthPqDOyzxKTsFlGknp0+UUr4tT8+P1qntdW4LdLYCvV9Jm3dwqNSnh3cfSfJxaVdItuZE+JO0ob+dG3wA/pMk/7m2HlO/mOQfpnXl/tO04enPeob/Yt9s26a3ljaM55fSunK/MW2+hqEIJLbV+fy099BLk3x5rfWBtH3/Hh2Wd7mPTbsS9h+T/N0kJS0EfF7aylzvk+God6vO16X1onuo1vqTpc2P8hFpV2zrEJwYba/z/kFv2bG0K6UPJ3mfQZmdzpE32G4vTxuiM542hcP5tAWRbk+bfmIYTjQBduWyCyrfl3Zs8GVp37svSPJ1pZRDXV4gGvQ4TG0jEsZqrZuD4OHX0+bN/vdpw2Y7Wxhju8u26VraCfX3pB0f1iSptV4Y3HbZG7EMjmfvSQv7LqRdFJ5M601Zk7x2+3nZENR5T9ow9Oen9VB6KO21ujAIr58KfTuu9d60QOodST467QLhc9PmUl6otT4xqLWroZ1b7+dPSPL6tGlLPiNtdemzae/7iW11dvk6/ci0467/njaU/4PTesfemXYO80dd17hlUOu3pNX6YaWt4nwo7Zzgg4ekxu3zuf5IKeXvp9X44aWU908L/P5ckg+4/D3V9XH4MBH8XafSJkU/nzb88CPS5mLYulpTBwn4z6VNItzJYgNbrhRQDk7+HkzyeK31BUneVEr5W8NU52X+d1pvn1fvb2W78pNpQe+L07rtf0VpXeXfPy1g6dzgA/Ank7x3KeVltQ3r/Kpa679IC6rXMji4GxJb2/R42jZ9j7Rw6v3TFh0YFj+Z5NeSfGptvWO35kN5UzpaaORygwP6o2mvz09IC8/emafnOfqWJG+utf7vbipsLqvzE5Ocq7X+2eDz9u8m+fNpQ2M6tcP2/OPB+2k87YruX0s7EB0G62knRmtpJx+/Mrii/yFpPRQ/pWxb4RdgWF0Wph0a/P1daReFv6rW+h1pYcWv1Da6pqvQ53VJfqyU8iPb6t1aeO4NaaHP1sX2x/e/wqddYZv+cNqwzi+rbeXRw6WU55UO5ke73OD8ZSNtLsSPTLvI9uNpx4hTad9zH5KOF6a6rM6PTvse/oJa6y+WNlfxx6dd0O7ctlrfmuQlpZTPqrU+lhaof2va+VfnCyNsez+/I230z6cnWRkEPd+UVuc3dznSYodw8reSfE6enlv5o9LmT7xkVFAXLqv1gTwdpI7V1jP6p5PcVdow704NQr/t87m+X9p7/H+lLZb0zrTz7aHrIDRMBH/X7wVp3clfkBZMvDxtFden1Lb09VfVQRf+LlwpoNzW/fnb03qBpdb6d2ut3zNMdW5rH0sLp74zrbt0Z3bqPTnYx/8xbVXPP0mbW+SetHnT9n0Bj2fwVEiVtNdoaStHfX3aPA1dDZd+pm36N9MmO/7stC+kN9dav3/I6jyR9uX44m0//v211v+53zVeblDjZtriFxfTvuDfWEp537T30r9JmwvlC7d+fkjq/Phtdf6VJJ+c5LdrrT/SRX1brrI9PyxtePr/rLX+g62f77jWd6UdZL41beL4lbTA8qNqrW9MWxzp17uqEWA3dgjTnixPDzn8zVrrdw5+9B+mo+PEQc+pZ6cNlfxraUN5v3JQ49ZIhf+W9j3xKWlz/P3mjv/ZPrjCNr1l8PeHaq1/MPh9xpM8u8teacm79Up8fZJvS1vAJWmLlT2WNtffW2qHcxbvUOd3JPmiwfY9knbc8H/Tpt3p1GW1fn/aMeFfLm1BjPG0i7AvSQsuO3NZnb85+PPSJD8/OId8ZVrtP91lD68dwslPS+s1+9Npizx+Xtp8+r9Ua13spMiBKwSp52pbGTdpC2N8XoZg9GJp87m+Mm1O18W0HrS/lRZWfvvgxw6l9fzjCgR/12jbSdxL04Z6fXjaFaZPSfLPSykvKtuGS26dUHV48rdjQLn9Kuj2g6eks1qfMUgdDJFYT/LNtdbXdFBfkqsO7/69tB5qn1lr/eUkX1+fXtyli9Wunimk+rxSykeUNjzxDYNf4+u3fm6f69zNNv1LgxDt62utXzd43L5u06vUuTW0/4XbQvXfHzxu399P5dIh87W0YUa/W2v9Z2lDz2vaPDN/u9Z6otb6dwaPG9vPHhK7rPPr0oKqb9kWTu73vt/t9vxbtdZfr7X+f4PH7fsE7TvUWmqtjw/q/De11n+TdlV8a+jW1uTXQ9EzGWC7q4RpT/VSK6V8WCnlvyV5e631W7uodfB5/75pPcI/alDzx5RSvmzbzzyW5DW11tfUWv920sl32jNt04vb6xl8f3xZHcxV3oWyc6/ElSS/n+RFgzDtN9Pm+HtTrfWLBo/b7+PZK9X5e2nHh1tTAv1g2oIYv7uf9e2y1t9Pmyvt2bXW30sbmv7woDPLsNT5xlrr96aNaNhM8v+kDUl9U631pweP6+LY+0rh5P9O65H6CYPjx7Va6091Vefgea9U6y+WUmZKKa+stb4+yb3D0Imhvvt8rr+T1inge9PmKP+eJEt1CBbVG2aCv13a9sacSpJa679Lm1R0NW1M/DvSgsB7k3xyaauHPaWDk79rDSg3t/19P0/8r7XOP77scfum7G54988meXkp5X3r06sJlbrPV592GVJ9WNoX0b+vtX7xtlr3c/9f6zZ96mrzfm7TXdb5c2kTN1/SJb6D9/5O+35zcKA/ljas6E/TAvZLJrrd52262zo/Psnv11p/ZvC4fX0/XeP2XNz+2CHZ97W0lSIXa63/cPCjL89lw6D2u1aA3bhamFafXtjrfJJfr7V+edLpxYyJtDr/cdrxwO+mjQj40m0/c8nF9v0+RtzFNt28LPx781at+1nn4Dlfl3fvlbh1/PXf0xYh+cZa65uSvKLWetfgcft9IXM3dX5DbcOoX1Vr/VuDxw3rNv3Wwb9P1Fq/ZvC4/Q6or1jnwLvSjsE+K+08/Cn7vO9fPHjOK4WTT6YNUX3R5e/1Do4Tr1brRpKvTDumTa31hwaP6yQzuux5t8/n+sdpn1//utb6XUm+ttb6JYPHuJB9BYK/XdgKQ0obW/7vSil/PUkGL7RfTOta/pq0oV+zacOqPrk8PZ/HvtY6+Ot1BZT7ZdSC1IHdDu/+f2qtj267b78/1K8lpCq1rSq17wdJA9e1TTsw0kP7B/XVwQHHw0lemxamfdMI1Pm7tdbXbj12yILpy7dnl72Rn6nWjUFQ+T6llDckeWLw/QUwCq4aptW2IubXJp0dz2zV8ea0yfx/L22uuem0OVY/tLTF9LYP++3yosszbtNBMHDJnH77/P1bypV7JW6UwZDktKlqUkr5hNp6J+5rmHoNdf7TJBOllI+sbS7KLsLJa6n1idJWo33KEG3TrfPrxbT5895Snx5htd+9PF+X3YWTn512jtuZa6z1T7c/dr8vTlwhoLx8PtcfSJtPPXWwCvZWZrOftY4Swd8uDEK/T0r7IPy+JC8tpTxv0PataWPKX53kf6QNm/w/eTo13zejElCOSp3b6x38daSHd2//gUFI9TVbH5SD+/azF9VIbNNRqXOb3ez7b03ycbXWz006u4qnzr13tekSatpkyD9Xa/2yxFVRYDTsJkxLnv5M28+AYnB722XHAr+XNufz/0ibVuFtaecHn1NK+cb9qO1qdhlQdjan3+A765l6JW7NSf1raReHf+6yxw5jnf+41vor2x47bD09t9f61bXWn93P+q6hzq3g/HvSenl+ZrK/QeqIhZMjU+vgOV+X3c/nemj7Y4V+z0zwtwullOcm+Yok35D2pphM8tSksbXWV6WFfVO11u+vtd5fa/3RLj7QRyGgHJU6t33YjUSvxOsIqX7tssftZ41DvU1Hpc4tu9z377Gtvl8cPG5sCANfdd68Wn+pDnpP7ucBMsBu3UiYtt+faYPj2ZelLdbx+aWUL9rW9ua0BcrOpc2TVtJWHP617b/XfhjhgHI3w6Y3a5s3cdiHdw9Dncno1LqbXr7vqLX+RrL/Q+ZHIZwctVqvElAO1Xyuo0rwtzsX0760N9KWt/8fST51K6waeEOSff0iv9yoBJSjUOfgC2QkeiWOSkg1Ktt0VOrcqnXw193s+0/aYd/va68IdXZa6/T29/p+f+4D7MaohGnbHE3y2lrr9yd5spTyXtvafj9tZdSfqrX+t1rrV9Raf7i2IWv7ZgS36fbartYrcWv+6s56+4xKnaNU627qTC7p5dtFnUMdTl5m6GvdRUA5bPO5jhzB3y7UtiT8d6e90O5JCwI/Jm0o1ZY3J/ntfS/uUiMRUGYE6hylXomjElKNyjYdlTpHZd+rc2hq/aQuagW4DkMfppVSXjg4VviIJO9d2lC0D09y19bP1DY38a8n+SullPHS3VQQyZBv062T9zLkPT1Hpc5RqnVU6rzciISTGTz3qNQ6MvO5jiLB31VsewMspi1vfqLW+kDaF/n2BRzeUrfNl9aFUQkoR6HOMgK9Egd1jERIlYzONh2VOkdl36vzYNcKsFsjFqa9PC2UeEuSRwfHAD+Q5MVJUp6eNP+Hk/yrWutGF719RmWbDr7Xhr5X4qjUOUq1jkKdoxROjlKtl7uOgNLolWsg+LuK7W+AWuvraq3/aPDPT067OjYURiWgHJU6MwK9EpPRCakGRmKbZkTqHJV9r86DXSvANRiJMG3gVJLb0qZT+PxSyp9LO6/6qNLmotpM2vC0Wus7OqoxGa1tOtS9EkewzmR0ah3qOkchnBy1Wkc5oBxVgr9d2vbi/KBSyn9N8me11h/suKynjEpAOUJ1Dn2vxIGRCKmS0dmmo1JnRmffq3PvjVKtALs1KmFa0j53vzPJQ0l+Je0YdjHJmwb1DcuJ6dBv01HplTgqdY5SraNS58BQh5OXGfpaRyWg7BPB3y5t+wK/LclSrfXVyfBNKDnsAeWWYa5zhHoljkxINSrbdFTqHNQwEvtenXtvlGoFuAajEqal1vp4kl9O8rlJ/nraRZhv6rCkKxmFbToqvRJHpc5kdGod+jpHKZwcpVoHhj6g7JNDXRcwgn621vozyVMTSg7V0KlnCiiH5Ms9yXDXeXmvxG1Nn5y2WuZQ2NpWtdbFUsrHZxBSlVK+MMnWykeptb6lqxq31TAS23RU6hyVfa/OvTdKtQJci1rr46WUX07yL9MubIwn+aAkT3RZ15XUWt9SSvmWJC9IcibtHOGhZDiOZ5OR2aanknxCkg9IslRK+dFc2itxI2m9EtNWrO/KqNSZjE6to1Dny5O8f1p4/ie11s1Syg8k+StJCydrrRtp4eR7Dv7elZGotZTywiTPSwsoz24LKJ9M8rqkBZSllK2A8l+0u4Yrdxk1gr9rdFkwMMwvvqEOKLcZ2jq3DtpKKR+U5FuSvKUOSa/EZHRCqu2GfZtuGfY6R2Xfq3PvjVKtANdqFMK0y/xoklcmeXhY6xyBbfo/kjw7yUen9Ua8pFdid2W9m1GpMxmdWkehzlEIJ7eMSq0jEVD2jeCvp0YloBzmOrfVNnS9Ercb9pBqu1HZpqNS56jse3XuvVGqFeAa/WiGPEzbUms9U0r55lrr27fdN3R1Zoi36Yj0ShyZOpPRqXVE6hyFcHLLqNQ6KgFlr5Qh+LyHobb9wGjYeiVuN5jT4bNrW9FzaA7odjJC23RU6hyJfa/OvTdKtQLsVinlvbaHaaNg2D9/h32bllJendYr8U0ZwoByy6jUmYxOrcNeZynl/ZL8r7Rw8oEMwsla69/psq6djEKtpZRnJ/m8PB1Q/rskU0n+yTDV2TeCP+iJUQmp2Hujsu/VufdGqVaAazUsJ/59MqzbtJRyNK1X4huGLfjZblTqTEan1lGoc9jDye1GodZRCCj7RvAHAABAp4a9V+KWUakzGZ1ah73OUQgnt4xKraMQUPaJ4A8AAIChMCon/qNSZzI6tQ5zncMeTm43CrWOSkDZF4I/AAAAgKsYpXBq2GsdhYCyLwR/AAAAAOy7YQ8o+0DwBwAAAAA9NNZ1AQAAAADA3hP8AQAAAEAPCf4AAAAAoIcEfwAAAADQQ4I/AAAAAOih/x9K1i4bmZbxwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8), dpi=80)  # 设置图片大小\n",
    "\n",
    "plt.scatter(x_3, y_3)\n",
    "plt.scatter(x_10, y_10)\n",
    "\n",
    "# 调整x轴的刻度\n",
    "_x = list(x_3) + list(x_10)  # 强制类型转换\n",
    "_x_tick_labels = [\"3月{}号\".format(i) for i in x_3]\n",
    "_x_tick_labels += [\"10月{}号\".format(i - 50) for i in x_10]\n",
    "\n",
    "# 防止刻度和标签太过密集\n",
    "plt.xticks(_x[::3], _x_tick_labels[::3], fontproperties=my_font, rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置图片大小\n",
    "plt.figure(figsize=(20, 8), dpi=80)  \n",
    "\n",
    "plt.scatter(x_3, y_3, label=\"3月份\")\n",
    "plt.scatter(x_10, y_10, label=\"10月份\")\n",
    "\n",
    "# 调整x轴的刻度\n",
    "_x = list(x_3) + list(x_10)  # 强制类型转换\n",
    "_x_tick_labels = [\"3月{}号\".format(i) for i in x_3]\n",
    "_x_tick_labels += [\"10月{}号\".format(i - 50) for i in x_10]\n",
    "\n",
    "# 防止刻度和标签太过密集\n",
    "plt.xticks(_x[::3], _x_tick_labels[::3], fontproperties=my_font, rotation=45)\n",
    "\n",
    "# 添加图例(属性是`prop`, 而不是`forntproperties`)\n",
    "plt.legend(loc=\"upper left\", prop=my_font)\n",
    "\n",
    "# 添加描述信息\n",
    "plt.xlabel(\"时间\", fontproperties=my_font)\n",
    "plt.ylabel(\"温度\", fontproperties=my_font)\n",
    "plt.title(\"标题\", fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
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